3 papers
cs.LG2025
Integrating Feature Attention and Temporal Modeling for Collaborative Financial Risk Assessment
Yue Yao, Zhen Xu, Youzhu Liu +3
This paper addresses the challenges of data privacy and collaborative modeling in cross-institution financial risk analysis. It proposes a risk assessment framework based on federa…
cs.LG2025
A Deep Learning Framework Integrating CNN and BiLSTM for Financial Systemic Risk Analysis and Prediction
Yu Cheng, Zhen Xu, Yuan Chen +3
This study proposes a deep learning model based on the combination of convolutional neural network (CNN) and bidirectional long short-term memory network (BiLSTM) for discriminant…
q-fin.RM2024
Leveraging Convolutional Neural Network-Transformer Synergy for Predictive Modeling in Risk-Based Applications
Yuhan Wang, Zhen Xu, Yue Yao +2
With the development of the financial industry, credit default prediction, as an important task in financial risk management, has received increasing attention. Traditional credit…